Table 3 Comparison of Deep Learning Tools.

From: A noninvasive hyperkalemia monitoring system for dialysis patients based on a 1D-CNN model and single-lead ECG from wearable devices

 

1D-CNN

LSTM

CNN + Transformer

Accuracy%(SD)

98.25 (4.52)

91.68 (11.32)

92.26 (9.54)

F1-score%(SD)

98.31 (3.26)

91.41 (11.80)

91.97 (10.11)

Sensitivity%(SD)

98.63 (2.41)

90.67 (13.67)

91.39 (11.36)

Specificity%(SD)

97.88 (5.13)

92.86 (11.15)

93.12 (10.00)

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